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smith george d. (curatore); steele nigel c. (curatore); albrecht rudolf f. (curatore) - artificial neural nets and genetic algorithms
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Artificial Neural Nets and Genetic Algorithms Proceedings of the International Conference in Norwich, U.K., 1997

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 06/1998
Edizione: Softcover reprint of the original 1st ed. 1998





Trama

This is the third in a series of conferences devoted primarily to the theory and applications of artificial neural networks and genetic algorithms. The first such event was held in Innsbruck, Austria, in April 1993, the second in Ales, France, in April 1995. We are pleased to host the 1997 event in the mediaeval city of Norwich, England, and to carryon the fine tradition set by its predecessors of providing a relaxed and stimulating environment for both established and emerging researchers working in these and other, related fields. This series of conferences is unique in recognising the relation between the two main themes of artificial neural networks and genetic algorithms, each having its origin in a natural process fundamental to life on earth, and each now well established as a paradigm fundamental to continuing technological development through the solution of complex, industrial, commercial and financial problems. This is well illustrated in this volume by the numerous applications of both paradigms to new and challenging problems. The third key theme of the series, therefore, is the integration of both technologies, either through the use of the genetic algorithm to construct the most effective network architecture for the problem in hand, or, more recently, the use of neural networks as approximate fitness functions for a genetic algorithm searching for good solutions in an 'incomplete' solution space, i.e. one for which the fitness is not easily established for every possible solution instance.




Sommario

Robotics and Sensors.- ANN (Artificial Neural Networks) Architectures.- Power Systems.- Evolware.- Vision.- Speech/Hearing.- Signal/Image Processing and Recognition.- Medical Applications.- GA (Genetic Algorithms) Theory and Operators.- GA Models/Representation.- GA Applications.- Parallel GAs.- Combinatorial Optimisation.- Scheduling/Timetabling.- Telecommunications – General and Frequency Assignment Problem.- Applications – General Heuristics.- Evolutionary ANNs.- Reinforcement Learning.- Genetic Programming.- ANN Applications.- Sequences/Time Series.- ANN Theory, Training and Models.- Classification.- Intelligent Data Analysis/Evolution Strategies.- Coevolution and Control.- Process Control/Modelling.- Learning Classifier Systems and Prisoner’s Dilemma.










Altre Informazioni

ISBN:

9783211830871

Condizione: Nuovo
Dimensioni: 280 x 210 mm
Formato: Brossura
Illustration Notes:XVI, 634 p.
Pagine Arabe: 634
Pagine Romane: xvi


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